Overview
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 518544 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.5 MiB |
| Average record size in memory | 88.0 B |
Variable types
| Text | 2 |
|---|---|
| DateTime | 1 |
| Numeric | 7 |
active_cases is highly overall correlated with confirmed and 2 other fields | High correlation |
case_fatality_ratio is highly overall correlated with deaths and 1 other fields | High correlation |
confirmed is highly overall correlated with active_cases and 1 other fields | High correlation |
confirmed_diff is highly overall correlated with active_cases | High correlation |
deaths is highly overall correlated with active_cases and 2 other fields | High correlation |
incident_rate is highly overall correlated with case_fatality_ratio | High correlation |
deaths is highly skewed (γ1 = 22.69199042) | Skewed |
recovered is highly skewed (γ1 = 51.89491702) | Skewed |
case_fatality_ratio is highly skewed (γ1 = 171.1976506) | Skewed |
active_cases is highly skewed (γ1 = -61.27974409) | Skewed |
confirmed has 10645 (2.1%) zeros | Zeros |
deaths has 164096 (31.6%) zeros | Zeros |
recovered has 442505 (85.3%) zeros | Zeros |
incident_rate has 161809 (31.2%) zeros | Zeros |
case_fatality_ratio has 260604 (50.3%) zeros | Zeros |
active_cases has 15242 (2.9%) zeros | Zeros |
confirmed_diff has 14565 (2.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-25 20:49:24.576508 |
|---|---|
| Analysis finished | 2025-11-25 20:49:42.508181 |
| Duration | 17.93 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
province_state
Text
| Distinct | 738 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 MiB |
Length
| Max length | 44 |
|---|---|
| Median length | 40 |
| Mean length | 8.4130797 |
| Min length | 2 |
Unique
| Unique | 88 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Unknown |
|---|---|
| 2nd row | Unknown |
| 3rd row | Unknown |
| 4th row | Unknown |
| 5th row | Unknown |
| Value | Count | Frequency (%) |
| unknown | 32784 | 5.3% |
| texas | 29528 | 4.8% |
| virginia | 24673 | 4.0% |
| georgia | 22878 | 3.7% |
| carolina | 21572 | 3.5% |
| north | 20485 | 3.3% |
| new | 19878 | 3.2% |
| kentucky | 14798 | 2.4% |
| south | 14781 | 2.4% |
| missouri | 14023 | 2.3% |
| Other values (822) | 399246 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 551403 | 12.6% |
| n | 442268 | 10.1% |
| i | 435045 | 10.0% |
| o | 352823 | 8.1% |
| s | 314174 | 7.2% |
| e | 247521 | 5.7% |
| r | 220247 | 5.0% |
| l | 147008 | 3.4% |
| t | 136755 | 3.1% |
| k | 111674 | 2.6% |
| Other values (50) | 1403634 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4362552 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 551403 | 12.6% |
| n | 442268 | 10.1% |
| i | 435045 | 10.0% |
| o | 352823 | 8.1% |
| s | 314174 | 7.2% |
| e | 247521 | 5.7% |
| r | 220247 | 5.0% |
| l | 147008 | 3.4% |
| t | 136755 | 3.1% |
| k | 111674 | 2.6% |
| Other values (50) | 1403634 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4362552 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 551403 | 12.6% |
| n | 442268 | 10.1% |
| i | 435045 | 10.0% |
| o | 352823 | 8.1% |
| s | 314174 | 7.2% |
| e | 247521 | 5.7% |
| r | 220247 | 5.0% |
| l | 147008 | 3.4% |
| t | 136755 | 3.1% |
| k | 111674 | 2.6% |
| Other values (50) | 1403634 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4362552 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 551403 | 12.6% |
| n | 442268 | 10.1% |
| i | 435045 | 10.0% |
| o | 352823 | 8.1% |
| s | 314174 | 7.2% |
| e | 247521 | 5.7% |
| r | 220247 | 5.0% |
| l | 147008 | 3.4% |
| t | 136755 | 3.1% |
| k | 111674 | 2.6% |
| Other values (50) | 1403634 |
country_region
Text
| Distinct | 243 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 MiB |
Length
| Max length | 32 |
|---|---|
| Median length | 13 |
| Mean length | 11.998099 |
| Min length | 4 |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
| Value | Count | Frequency (%) |
| united | 430919 | |
| states | 427494 | |
| russia | 7723 | 0.8% |
| china | 5323 | 0.6% |
| japan | 4741 | 0.5% |
| mexico | 3403 | 0.4% |
| colombia | 3280 | 0.3% |
| kingdom | 3247 | 0.3% |
| malaysia | 3128 | 0.3% |
| india | 3114 | 0.3% |
| Other values (269) | 66336 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1301300 | |
| e | 897379 | |
| a | 534744 | |
| i | 495062 | 8.0% |
| n | 483856 | 7.8% |
| s | 457059 | 7.3% |
| d | 451048 | 7.2% |
| 440164 | 7.1% | |
| S | 436442 | 7.0% |
| U | 434170 | 7.0% |
| Other values (51) | 290318 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6221542 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1301300 | |
| e | 897379 | |
| a | 534744 | |
| i | 495062 | 8.0% |
| n | 483856 | 7.8% |
| s | 457059 | 7.3% |
| d | 451048 | 7.2% |
| 440164 | 7.1% | |
| S | 436442 | 7.0% |
| U | 434170 | 7.0% |
| Other values (51) | 290318 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6221542 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1301300 | |
| e | 897379 | |
| a | 534744 | |
| i | 495062 | 8.0% |
| n | 483856 | 7.8% |
| s | 457059 | 7.3% |
| d | 451048 | 7.2% |
| 440164 | 7.1% | |
| S | 436442 | 7.0% |
| U | 434170 | 7.0% |
| Other values (51) | 290318 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6221542 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1301300 | |
| e | 897379 | |
| a | 534744 | |
| i | 495062 | 8.0% |
| n | 483856 | 7.8% |
| s | 457059 | 7.3% |
| d | 451048 | 7.2% |
| 440164 | 7.1% | |
| S | 436442 | 7.0% |
| U | 434170 | 7.0% |
| Other values (51) | 290318 | 4.7% |
last_update
Date
| Distinct | 200 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 MiB |
| Minimum | 2020-02-01 00:00:00 |
|---|---|
| Maximum | 2021-04-02 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
confirmed
Real number (ℝ)
High correlation Zeros
| Distinct | 28505 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3024.1744 |
| Minimum | 0 |
|---|---|
| Maximum | 804342 |
| Zeros | 10645 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 24 |
| median | 118 |
| Q3 | 650 |
| 95-th percentile | 9758.85 |
| Maximum | 804342 |
| Range | 804342 |
| Interquartile range (IQR) | 626 |
Descriptive statistics
| Standard deviation | 18393.475 |
|---|---|
| Coefficient of variation (CV) | 6.0821475 |
| Kurtosis | 385.09267 |
| Mean | 3024.1744 |
| Median Absolute Deviation (MAD) | 111 |
| Skewness | 16.017548 |
| Sum | 1.5681675 × 109 |
| Variance | 3.3831991 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10645 | 2.1% |
| 1 | 8731 | 1.7% |
| 2 | 7592 | 1.5% |
| 3 | 7411 | 1.4% |
| 5 | 6998 | 1.3% |
| 4 | 6861 | 1.3% |
| 6 | 6423 | 1.2% |
| 7 | 5638 | 1.1% |
| 8 | 5635 | 1.1% |
| 9 | 5022 | 1.0% |
| Other values (28495) | 447588 |
| Value | Count | Frequency (%) |
| 0 | 10645 | |
| 1 | 8731 | |
| 2 | 7592 | |
| 3 | 7411 | |
| 4 | 6861 | |
| 5 | 6998 | |
| 6 | 6423 | |
| 7 | 5638 | |
| 8 | 5635 | |
| 9 | 5022 |
| Value | Count | Frequency (%) |
| 804342 | 1 | |
| 803404 | 1 | |
| 801422 | 1 | |
| 796209 | 1 | |
| 792541 | 1 | |
| 784453 | 1 | |
| 780689 | 1 | |
| 776135 | 1 | |
| 765670 | 1 | |
| 764281 | 1 |
deaths
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 6176 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.70086 |
| Minimum | 0 |
|---|---|
| Maximum | 50127 |
| Zeros | 164096 |
| Zeros (%) | 31.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 17 |
| 95-th percentile | 375 |
| Maximum | 50127 |
| Range | 50127 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 1253.9749 |
|---|---|
| Coefficient of variation (CV) | 8.6659804 |
| Kurtosis | 666.92731 |
| Mean | 144.70086 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 22.69199 |
| Sum | 75033765 |
| Variance | 1572452.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 164096 | |
| 1 | 64562 | 12.5% |
| 2 | 36387 | 7.0% |
| 3 | 23877 | 4.6% |
| 4 | 16618 | 3.2% |
| 5 | 12318 | 2.4% |
| 6 | 11270 | 2.2% |
| 7 | 9201 | 1.8% |
| 8 | 7842 | 1.5% |
| 9 | 6966 | 1.3% |
| Other values (6166) | 165407 |
| Value | Count | Frequency (%) |
| 0 | 164096 | |
| 1 | 64562 | 12.5% |
| 2 | 36387 | 7.0% |
| 3 | 23877 | 4.6% |
| 4 | 16618 | 3.2% |
| 5 | 12318 | 2.4% |
| 6 | 11270 | 2.2% |
| 7 | 9201 | 1.8% |
| 8 | 7842 | 1.5% |
| 9 | 6966 | 1.3% |
| Value | Count | Frequency (%) |
| 50127 | 1 | |
| 50111 | 1 | |
| 50103 | 1 | |
| 50095 | 1 | |
| 50084 | 1 | |
| 50073 | 1 | |
| 50058 | 1 | |
| 50039 | 1 | |
| 50031 | 1 | |
| 50015 | 1 |
recovered
Real number (ℝ)
Skewed Zeros
| Distinct | 17625 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1653.3306 |
| Minimum | 0 |
|---|---|
| Maximum | 2184825 |
| Zeros | 442505 |
| Zeros (%) | 85.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2671 |
| Maximum | 2184825 |
| Range | 2184825 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 21617.377 |
|---|---|
| Coefficient of variation (CV) | 13.075048 |
| Kurtosis | 3916.724 |
| Mean | 1653.3306 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 51.894917 |
| Sum | 8.5732468 × 108 |
| Variance | 4.6731099 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 442505 | |
| 1 | 1123 | 0.2% |
| 2 | 627 | 0.1% |
| 16 | 505 | 0.1% |
| 18 | 494 | 0.1% |
| 3 | 482 | 0.1% |
| 13 | 472 | 0.1% |
| 8 | 439 | 0.1% |
| 11 | 430 | 0.1% |
| 4 | 412 | 0.1% |
| Other values (17615) | 71055 | 13.7% |
| Value | Count | Frequency (%) |
| 0 | 442505 | |
| 1 | 1123 | 0.2% |
| 2 | 627 | 0.1% |
| 3 | 482 | 0.1% |
| 4 | 412 | 0.1% |
| 5 | 404 | 0.1% |
| 6 | 395 | 0.1% |
| 7 | 380 | 0.1% |
| 8 | 439 | 0.1% |
| 9 | 219 | < 0.1% |
| Value | Count | Frequency (%) |
| 2184825 | 1 | |
| 2153939 | 1 | |
| 2140614 | 1 | |
| 2118367 | 1 | |
| 2101326 | 1 | |
| 2084465 | 1 | |
| 2053699 | 1 | |
| 2020774 | 1 | |
| 1997761 | 1 | |
| 1985484 | 1 |
incident_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 228887 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 485.43393 |
| Minimum | 0 |
|---|---|
| Maximum | 14338.887 |
| Zeros | 161809 |
| Zeros (%) | 31.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 159.03057 |
| Q3 | 605.68657 |
| 95-th percentile | 2088.1374 |
| Maximum | 14338.887 |
| Range | 14338.887 |
| Interquartile range (IQR) | 605.68657 |
Descriptive statistics
| Standard deviation | 845.38953 |
|---|---|
| Coefficient of variation (CV) | 1.7415131 |
| Kurtosis | 31.804132 |
| Mean | 485.43393 |
| Median Absolute Deviation (MAD) | 159.03057 |
| Skewness | 4.1702036 |
| Sum | 2.5171885 × 108 |
| Variance | 714683.47 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 161809 | |
| 365.8536585 | 102 | < 0.1% |
| 177.1479185 | 101 | < 0.1% |
| 365.408039 | 99 | < 0.1% |
| 84.88964346 | 98 | < 0.1% |
| 373.2414585 | 96 | < 0.1% |
| 19.99733369 | 95 | < 0.1% |
| 395.145357 | 95 | < 0.1% |
| 1.623866851 | 95 | < 0.1% |
| 10.98804501 | 95 | < 0.1% |
| Other values (228877) | 355859 |
| Value | Count | Frequency (%) |
| 0 | 161809 | |
| 0.02741152929 | 95 | < 0.1% |
| 0.08941517668 | 24 | < 0.1% |
| 0.09335969811 | 5 | < 0.1% |
| 0.1005920738 | 2 | < 0.1% |
| 0.1117689709 | 2 | < 0.1% |
| 0.1229458679 | 21 | < 0.1% |
| 0.1630236319 | 1 | < 0.1% |
| 0.1676534563 | 1 | < 0.1% |
| 0.1788303534 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 14338.88692 | 2 | < 0.1% |
| 14330.02481 | 1 | < 0.1% |
| 14295.89171 | 1 | < 0.1% |
| 14272.14438 | 1 | < 0.1% |
| 14205.95533 | 1 | < 0.1% |
| 14143.9206 | 1 | < 0.1% |
| 14117.78675 | 1 | < 0.1% |
| 14108.47217 | 5 | |
| 14099.61007 | 1 | < 0.1% |
| 14081.88586 | 1 | < 0.1% |
case_fatality_ratio
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 84336 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.143644 |
| Minimum | 0 |
|---|---|
| Maximum | 5500 |
| Zeros | 260604 |
| Zeros (%) | 50.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.5773196 |
| 95-th percentile | 8.9309353 |
| Maximum | 5500 |
| Range | 5500 |
| Interquartile range (IQR) | 2.5773196 |
Descriptive statistics
| Standard deviation | 21.191792 |
|---|---|
| Coefficient of variation (CV) | 9.885873 |
| Kurtosis | 35509.126 |
| Mean | 2.143644 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 171.19765 |
| Sum | 1111573.7 |
| Variance | 449.09206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 260604 | |
| 7.142857143 | 925 | 0.2% |
| 3.703703704 | 879 | 0.2% |
| 5.555555556 | 873 | 0.2% |
| 6.25 | 872 | 0.2% |
| 8.333333333 | 870 | 0.2% |
| 5.882352941 | 866 | 0.2% |
| 4.761904762 | 856 | 0.2% |
| 4.166666667 | 839 | 0.2% |
| 4.347826087 | 837 | 0.2% |
| Other values (84326) | 250123 |
| Value | Count | Frequency (%) |
| 0 | 260604 | |
| 0.04752517074 | 1 | < 0.1% |
| 0.0475594934 | 1 | < 0.1% |
| 0.04760477458 | 1 | < 0.1% |
| 0.04764761938 | 1 | < 0.1% |
| 0.04772679064 | 1 | < 0.1% |
| 0.04779183999 | 1 | < 0.1% |
| 0.04784265084 | 1 | < 0.1% |
| 0.04786894546 | 1 | < 0.1% |
| 0.04791226731 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5500 | 1 | |
| 5400 | 2 | |
| 3766.666667 | 1 | |
| 3733.333333 | 1 | |
| 3666.666667 | 1 | |
| 3600 | 1 | |
| 2750 | 2 | |
| 2700 | 2 | |
| 2400 | 1 | |
| 2200 | 1 |
active_cases
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 22370 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1226.1429 |
| Minimum | -2184825 |
|---|---|
| Maximum | 290073 |
| Zeros | 15242 |
| Zeros (%) | 2.9% |
| Negative | 3027 |
| Negative (%) | 0.6% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | -2184825 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 20 |
| median | 96 |
| Q3 | 488 |
| 95-th percentile | 5718.7 |
| Maximum | 290073 |
| Range | 2474898 |
| Interquartile range (IQR) | 468 |
Descriptive statistics
| Standard deviation | 19859.44 |
|---|---|
| Coefficient of variation (CV) | 16.196677 |
| Kurtosis | 5463.2763 |
| Mean | 1226.1429 |
| Median Absolute Deviation (MAD) | 91 |
| Skewness | -61.279744 |
| Sum | 6.3580903 × 108 |
| Variance | 3.9439735 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15242 | 2.9% |
| 1 | 10306 | 2.0% |
| 2 | 8972 | 1.7% |
| 3 | 8736 | 1.7% |
| 4 | 7823 | 1.5% |
| 5 | 7518 | 1.4% |
| 6 | 6998 | 1.3% |
| 7 | 6231 | 1.2% |
| 8 | 5898 | 1.1% |
| 9 | 5219 | 1.0% |
| Other values (22360) | 435601 |
| Value | Count | Frequency (%) |
| -2184825 | 1 | |
| -2153939 | 1 | |
| -2140614 | 1 | |
| -2118367 | 1 | |
| -2101326 | 1 | |
| -2084465 | 1 | |
| -2053699 | 1 | |
| -2020774 | 1 | |
| -1997761 | 1 | |
| -1985484 | 1 |
| Value | Count | Frequency (%) |
| 290073 | 1 | |
| 289070 | 1 | |
| 287329 | 1 | |
| 286124 | 1 | |
| 284798 | 1 | |
| 283241 | 1 | |
| 281591 | 1 | |
| 279786 | 1 | |
| 277915 | 1 | |
| 276262 | 1 |
confirmed_diff
Real number (ℝ)
High correlation Zeros
| Distinct | 40037 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.14442 |
| Minimum | -786289 |
|---|---|
| Maximum | 728576 |
| Zeros | 14565 |
| Zeros (%) | 2.8% |
| Negative | 243306 |
| Negative (%) | 46.9% |
| Memory size | 7.9 MiB |
Quantile statistics
| Minimum | -786289 |
|---|---|
| 5-th percentile | -4239.85 |
| Q1 | -176 |
| median | 1 |
| Q3 | 193 |
| 95-th percentile | 4391.85 |
| Maximum | 728576 |
| Range | 1514865 |
| Interquartile range (IQR) | 369 |
Descriptive statistics
| Standard deviation | 18734.405 |
|---|---|
| Coefficient of variation (CV) | 1425.2744 |
| Kurtosis | 366.21016 |
| Mean | 13.14442 |
| Median Absolute Deviation (MAD) | 184 |
| Skewness | -0.69446413 |
| Sum | 6815960 |
| Variance | 3.5097793 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14565 | 2.8% |
| 1 | 3842 | 0.7% |
| 2 | 3291 | 0.6% |
| -1 | 3176 | 0.6% |
| 3 | 3043 | 0.6% |
| 4 | 2630 | 0.5% |
| -2 | 2623 | 0.5% |
| 5 | 2368 | 0.5% |
| 6 | 2356 | 0.5% |
| -3 | 2343 | 0.5% |
| Other values (40027) | 478307 |
| Value | Count | Frequency (%) |
| -786289 | 1 | |
| -774577 | 1 | |
| -758321 | 1 | |
| -742152 | 1 | |
| -731814 | 1 | |
| -730987 | 1 | |
| -729142 | 1 | |
| -727843 | 1 | |
| -724170 | 1 | |
| -713126 | 1 |
| Value | Count | Frequency (%) |
| 728576 | 1 | |
| 718256 | 1 | |
| 703406 | 1 | |
| 688562 | 1 | |
| 675387 | 1 | |
| 661847 | 1 | |
| 656540 | 1 | |
| 655018 | 1 | |
| 654517 | 1 | |
| 648023 | 1 |
Interactions
Correlations
| active_cases | case_fatality_ratio | confirmed | confirmed_diff | deaths | incident_rate | recovered | |
|---|---|---|---|---|---|---|---|
| active_cases | 1.000 | 0.458 | 0.939 | 0.501 | 0.793 | 0.499 | 0.156 |
| case_fatality_ratio | 0.458 | 1.000 | 0.499 | 0.181 | 0.634 | 0.618 | 0.137 |
| confirmed | 0.939 | 0.499 | 1.000 | 0.498 | 0.850 | 0.459 | 0.379 |
| confirmed_diff | 0.501 | 0.181 | 0.498 | 1.000 | 0.455 | 0.147 | 0.075 |
| deaths | 0.793 | 0.634 | 0.850 | 0.455 | 1.000 | 0.336 | 0.329 |
| incident_rate | 0.499 | 0.618 | 0.459 | 0.147 | 0.336 | 1.000 | -0.091 |
| recovered | 0.156 | 0.137 | 0.379 | 0.075 | 0.329 | -0.091 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| province_state | country_region | last_update | confirmed | deaths | recovered | incident_rate | case_fatality_ratio | active_cases | confirmed_diff | |
|---|---|---|---|---|---|---|---|---|---|---|
| 91 | Unknown | Afghanistan | 2020-02-24 | 5 | 0 | 0 | 0.0 | 0.0 | 5 | 0.0 |
| 1316 | Unknown | Afghanistan | 2020-02-24 | 8 | 0 | 0 | 0.0 | 0.0 | 8 | 3.0 |
| 1548 | Unknown | Afghanistan | 2020-03-08 | 8 | 0 | 0 | 0.0 | 0.0 | 8 | 0.0 |
| 2148 | Unknown | Afghanistan | 2020-03-10 | 8 | 0 | 0 | 0.0 | 0.0 | 8 | 0.0 |
| 2394 | Unknown | Afghanistan | 2020-03-11 | 11 | 0 | 0 | 0.0 | 0.0 | 11 | 3.0 |
| 3183 | Unknown | Afghanistan | 2020-03-14 | 14 | 0 | 0 | 0.0 | 0.0 | 14 | 3.0 |
| 3464 | Unknown | Afghanistan | 2020-03-15 | 20 | 0 | 0 | 0.0 | 0.0 | 20 | 6.0 |
| 3758 | Unknown | Afghanistan | 2020-03-16 | 25 | 0 | 1 | 0.0 | 0.0 | 24 | 5.0 |
| 4081 | Unknown | Afghanistan | 2020-03-17 | 26 | 0 | 1 | 0.0 | 0.0 | 25 | 1.0 |
| 5061 | Unknown | Afghanistan | 2020-03-20 | 24 | 0 | 1 | 0.0 | 0.0 | 23 | -2.0 |
| province_state | country_region | last_update | confirmed | deaths | recovered | incident_rate | case_fatality_ratio | active_cases | confirmed_diff | |
|---|---|---|---|---|---|---|---|---|---|---|
| 563064 | Unknown | Zimbabwe | 2020-08-25 | 6070 | 155 | 4950 | 40.839870 | 2.553542 | 965 | 140.0 |
| 567050 | Unknown | Zimbabwe | 2020-08-26 | 6196 | 166 | 4961 | 41.687616 | 2.679148 | 1069 | 126.0 |
| 571036 | Unknown | Zimbabwe | 2020-08-27 | 6251 | 179 | 5001 | 42.057665 | 2.863542 | 1071 | 55.0 |
| 575022 | Unknown | Zimbabwe | 2020-08-28 | 6292 | 189 | 5010 | 42.333519 | 3.003814 | 1093 | 41.0 |
| 579008 | Unknown | Zimbabwe | 2020-08-29 | 6388 | 195 | 5043 | 42.979421 | 3.052599 | 1150 | 96.0 |
| 582994 | Unknown | Zimbabwe | 2020-08-30 | 6406 | 196 | 5056 | 43.100528 | 3.059632 | 1154 | 18.0 |
| 586980 | Unknown | Zimbabwe | 2020-08-31 | 6412 | 196 | 5061 | 43.140897 | 3.056769 | 1155 | 6.0 |
| 590970 | Unknown | Zimbabwe | 2020-09-01 | 6497 | 202 | 5221 | 43.712790 | 3.109127 | 1074 | 85.0 |
| 2097 | Unknown | occupied Palestinian territory | 2020-03-10 | 25 | 0 | 0 | 0.000000 | 0.000000 | 25 | 0.0 |
| 2475 | Unknown | occupied Palestinian territory | 2020-03-11 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | -25.0 |